1. NEUROPULS: NEUROmorphic energy-efficient secure accelerators based on Phase change materials aUgmented siLicon photonicS
- Author
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Pavanello, Fabio, Marchand, Cédric, O'Connor, Ian, Orobtchouk, Régis, Mandorlo, Fabien, Letartre, Xavier, Cueff, Sébastien, Vatajelu, Ioana, Di Natale, Giorgio, Cluzel, Benoit, Coillet, Aurélien, Charbonnier, Benoit, Noé, Pierre, Kaván, František, Zoldak, Martin, Szaj, Michal, Bienstman, Peter, van Vaerenbergh, Thomas, Rührmair, Ulrich, Flores, Paulo, Guerra E Silva, Luis, Chaves, Ricardo, Silveira, Luis Miguel, Ceccato, Mariano, Gizopoulos, Dimitris, Papadimitriou, George, Karakostas, Vasileios, Brando, Axel, Cazorla, Francisco Javier, Canal, Ramon, Closas, Pau, Gusi Amigo, Adrià, Crovetti, Paolo Stefano, Carpegna, Alessio, Tzamn, Melendez Carmona, Di Carlo, Stefano, Savino, Alessandro, INL - Ingénierie et conversion de lumière (i-Lum) (INL - I-Lum), Institut des Nanotechnologies de Lyon (INL), École Centrale de Lyon (ECL), Université de Lyon-Université de Lyon-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-École Supérieure de Chimie Physique Électronique de Lyon (CPE)-Institut National des Sciences Appliquées de Lyon (INSA Lyon), Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Centre National de la Recherche Scientifique (CNRS)-École Centrale de Lyon (ECL), Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Centre National de la Recherche Scientifique (CNRS), INL - Conception de Systèmes Hétérogènes (INL - CSH), Architectures and Methods for Resilient Systems (TIMA-AMfoRS ), Techniques de l'Informatique et de la Microélectronique pour l'Architecture des systèmes intégrés (TIMA), Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA), Laboratoire Interdisciplinaire Carnot de Bourgogne (ICB), Université de Technologie de Belfort-Montbeliard (UTBM)-Université de Bourgogne (UB)-Université Bourgogne Franche-Comté [COMUE] (UBFC)-Centre National de la Recherche Scientifique (CNRS), Commissariat à l'énergie atomique et aux énergies alternatives - Laboratoire d'Electronique et de Technologie de l'Information (CEA-LETI), Direction de Recherche Technologique (CEA) (DRT (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Argotech a.s., Universiteit Gent = Ghent University (UGENT), Fakultät für Physik - Ludwig-Maximilians-Universität [München/Munich] (LMU), Ludwig-Maximilians University [Munich] (LMU), Instituto de Engenharia de Sistemas e Computadores (INESC), Department of Computer Science [Verona] (UNIVR | DI), Università degli studi di Verona = University of Verona (UNIVR), Department of Informatics and Telecomunications [Kapodistrian Univ] (DI NKUA), National and Kapodistrian University of Athens (NKUA), Barcelona Supercomputing Center - Centro Nacional de Supercomputacion (BSC - CNS), Universitat Politècnica de Catalunya [Barcelona] (UPC), Albora Technologies Limited [Barcelona], Department of Electronics and Telecommunications = DET Dipartimento di Elettronica e Telecomunicazioni [Politecnico di Torino] (DET), Politecnico di Torino = Polytechnic of Turin (Polito), Department of Computer Engineering (DAUIN), IEEE, and European Project: 101070238,HORIZON-CL4-2021-DIGITAL-EMERGING-01 ,NEUROPULS(2023)
- Subjects
Signal Processing (eess.SP) ,FOS: Computer and information sciences ,PACS 85.42 ,Hardware Architecture (cs.AR) ,FOS: Electrical engineering, electronic engineering, information engineering ,modeling ,Electrical Engineering and Systems Science - Signal Processing ,[SPI.NANO]Engineering Sciences [physics]/Micro and nanotechnologies/Microelectronics ,Computer Science - Hardware Architecture ,simulation ,artificial neural networks - Abstract
This special session paper introduces the Horizon Europe NEUROPULS project, which targets the development of secure and energy-efficient RISC-V interfaced neuromorphic accelerators using augmented silicon photonics technology. Our approach aims to develop an augmented silicon photonics platform, an FPGA-powered RISC-V-connected computing platform, and a complete simulation platform to demonstrate the neuromorphic accelerator capabilities. In particular, their main advantages and limitations will be addressed concerning the underpinning technology for each platform. Then, we will discuss three targeted use cases for edge-computing applications: Global National Satellite System (GNSS) anti-jamming, autonomous driving, and anomaly detection in edge devices. Finally, we will address the reliability and security aspects of the stand-alone accelerator implementation and the project use cases., Comment: 10 pages, 2 figures, conference
- Published
- 2023
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